{"id":"https://openalex.org/W4387831864","doi":"https://doi.org/10.1109/tccn.2023.3326302","title":"DeepMA: End-to-End Deep Multiple Access for Wireless Image Transmission in Semantic Communication","display_name":"DeepMA: End-to-End Deep Multiple Access for Wireless Image Transmission in Semantic Communication","publication_year":2023,"publication_date":"2023-10-20","ids":{"openalex":"https://openalex.org/W4387831864","doi":"https://doi.org/10.1109/tccn.2023.3326302"},"language":"en","primary_location":{"id":"doi:10.1109/tccn.2023.3326302","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tccn.2023.3326302","pdf_url":null,"source":{"id":"https://openalex.org/S2484188435","display_name":"IEEE Transactions on Cognitive Communications and Networking","issn_l":"2332-7731","issn":["2332-7731","2372-2045"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Cognitive Communications and Networking","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100385192","display_name":"Wenyu Zhang","orcid":"https://orcid.org/0000-0001-5488-2158"},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wenyu Zhang","raw_affiliation_strings":["School of Intelligence Science and Technology and the Institute of Artificial Intelligence, University of Science and Technology Beijing, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Intelligence Science and Technology and the Institute of Artificial Intelligence, University of Science and Technology Beijing, Beijing, China","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091453895","display_name":"Kaiyuan Bai","orcid":"https://orcid.org/0000-0002-2344-3627"},"institutions":[{"id":"https://openalex.org/I4210136246","display_name":"China Telecom (China)","ror":"https://ror.org/03jgnzt20","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210136246"]},{"id":"https://openalex.org/I4387153335","display_name":"China Telecom","ror":"https://ror.org/05p67dv18","country_code":null,"type":"company","lineage":["https://openalex.org/I4387153335"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kaiyuan Bai","raw_affiliation_strings":["AI Research Centre, China Telecom Research Institute, Beijing, China"],"affiliations":[{"raw_affiliation_string":"AI Research Centre, China Telecom Research Institute, Beijing, China","institution_ids":["https://openalex.org/I4210136246","https://openalex.org/I4387153335"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002810652","display_name":"Sherali Zeadally","orcid":"https://orcid.org/0000-0002-5982-8190"},"institutions":[{"id":"https://openalex.org/I143302722","display_name":"University of Kentucky","ror":"https://ror.org/02k3smh20","country_code":"US","type":"education","lineage":["https://openalex.org/I143302722"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sherali Zeadally","raw_affiliation_strings":["College of Communication and Information, University of Kentucky, Lexington, KY, USA"],"affiliations":[{"raw_affiliation_string":"College of Communication and Information, University of Kentucky, Lexington, KY, USA","institution_ids":["https://openalex.org/I143302722"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100458455","display_name":"Haijun Zhang","orcid":"https://orcid.org/0000-0002-0236-6482"},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haijun Zhang","raw_affiliation_strings":["Beijing Advanced Innovation Center for Materials Genome Engineering, Beijing Engineering and Technology Research Center for Convergence Networks and Ubiquitous Services, University of Science and Technology Beijing, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing Advanced Innovation Center for Materials Genome Engineering, Beijing Engineering and Technology Research Center for Convergence Networks and Ubiquitous Services, University of Science and Technology Beijing, Beijing, China","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036147306","display_name":"Hua Shao","orcid":"https://orcid.org/0000-0002-1275-2280"},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hua Shao","raw_affiliation_strings":["School of Intelligence Science and Technology and the Institute of Artificial Intelligence, University of Science and Technology Beijing, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Intelligence Science and Technology and the Institute of Artificial Intelligence, University of Science and Technology Beijing, Beijing, China","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062412034","display_name":"Hui Ma","orcid":"https://orcid.org/0000-0002-2851-0091"},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Ma","raw_affiliation_strings":["School of Intelligence Science and Technology and the Institute of Artificial Intelligence, University of Science and Technology Beijing, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Intelligence Science and Technology and the Institute of Artificial Intelligence, University of Science and Technology Beijing, Beijing, China","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035919267","display_name":"Victor C. M. Leung","orcid":"https://orcid.org/0000-0003-3529-2640"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]},{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CA","CN"],"is_corresponding":false,"raw_author_name":"Victor C. M. Leung","raw_affiliation_strings":["College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China","Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, Canada"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, Canada","institution_ids":["https://openalex.org/I141945490"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100385192"],"corresponding_institution_ids":["https://openalex.org/I92403157"],"apc_list":null,"apc_paid":null,"fwci":8.4785,"has_fulltext":false,"cited_by_count":49,"citation_normalized_percentile":{"value":0.98295337,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"10","issue":"2","first_page":"387","last_page":"402"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10964","display_name":"Wireless Communication Security Techniques","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.9887999892234802,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8710013628005981},{"id":"https://openalex.org/keywords/telecommunications-link","display_name":"Telecommunications link","score":0.4886949360370636},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.4876610040664673},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.4660091996192932},{"id":"https://openalex.org/keywords/multiplexing","display_name":"Multiplexing","score":0.4638630747795105},{"id":"https://openalex.org/keywords/end-to-end-principle","display_name":"End-to-end principle","score":0.4347577393054962},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.38017159700393677},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.35093802213668823},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.13279271125793457}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8710013628005981},{"id":"https://openalex.org/C138660444","wikidata":"https://www.wikidata.org/wiki/Q5607897","display_name":"Telecommunications link","level":2,"score":0.4886949360370636},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.4876610040664673},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.4660091996192932},{"id":"https://openalex.org/C19275194","wikidata":"https://www.wikidata.org/wiki/Q222903","display_name":"Multiplexing","level":2,"score":0.4638630747795105},{"id":"https://openalex.org/C74296488","wikidata":"https://www.wikidata.org/wiki/Q2527392","display_name":"End-to-end principle","level":2,"score":0.4347577393054962},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.38017159700393677},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.35093802213668823},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.13279271125793457},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tccn.2023.3326302","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tccn.2023.3326302","pdf_url":null,"source":{"id":"https://openalex.org/S2484188435","display_name":"IEEE Transactions on Cognitive Communications and Networking","issn_l":"2332-7731","issn":["2332-7731","2372-2045"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Cognitive Communications and Networking","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4050208279","display_name":null,"funder_award_id":"U22B2003","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5720795989","display_name":null,"funder_award_id":"62101030","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6308737694","display_name":null,"funder_award_id":"62225103","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7209729266","display_name":null,"funder_award_id":"62102021","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G967332224","display_name":null,"funder_award_id":"L212004","funder_id":"https://openalex.org/F4320322919","funder_display_name":"Natural Science Foundation of Beijing Municipality"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322919","display_name":"Natural Science Foundation of Beijing Municipality","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W1969492090","https://openalex.org/W1997834106","https://openalex.org/W2064076387","https://openalex.org/W2108598243","https://openalex.org/W2120462722","https://openalex.org/W2126341321","https://openalex.org/W2178928294","https://openalex.org/W2552465432","https://openalex.org/W2789758093","https://openalex.org/W2802495557","https://openalex.org/W2946889564","https://openalex.org/W2963174256","https://openalex.org/W2963447011","https://openalex.org/W2998142089","https://openalex.org/W3011455439","https://openalex.org/W3016310111","https://openalex.org/W3016715915","https://openalex.org/W3036851434","https://openalex.org/W3097131225","https://openalex.org/W3102125291","https://openalex.org/W3103164328","https://openalex.org/W3107617916","https://openalex.org/W3166791908","https://openalex.org/W3177376120","https://openalex.org/W3179468628","https://openalex.org/W3180974649","https://openalex.org/W3198139956","https://openalex.org/W3207494168","https://openalex.org/W3216777582","https://openalex.org/W4206175303","https://openalex.org/W4210571655","https://openalex.org/W4226150551","https://openalex.org/W4312539031","https://openalex.org/W4315630799","https://openalex.org/W6780365925","https://openalex.org/W6784675884","https://openalex.org/W6810966997"],"related_works":["https://openalex.org/W2548963335","https://openalex.org/W2159941915","https://openalex.org/W1995129237","https://openalex.org/W4388081250","https://openalex.org/W2909457694","https://openalex.org/W1761601995","https://openalex.org/W2904599916","https://openalex.org/W4321608401","https://openalex.org/W4300468626","https://openalex.org/W3193749313"],"abstract_inverted_index":{"Semantic":[0],"communication":[1,32,59,181],"is":[2,74,82],"a":[3,35,49,77,120],"new":[4],"paradigm":[5],"that":[6,22,107,197,212],"exploits":[7],"deep":[8,50,175],"learning":[9],"models":[10,60],"to":[11],"enable":[12],"end-to-end":[13],"(E2E)":[14],"communications":[15],"processes,":[16],"and":[17,69,90,113,144,167,179,188,205,210],"recent":[18],"studies":[19],"have":[20],"shown":[21],"it":[23],"can":[24,94,111,201,217],"achieve":[25,41,202],"better":[26,184],"noise":[27],"resiliency":[28],"compared":[29,222],"with":[30,61,150,171,223],"traditional":[31],"schemes":[33,182],"in":[34,44,139,162],"low":[36],"signal-to-noise":[37],"(SNR)":[38],"regime.":[39],"To":[40],"multiple":[42,52,127,225],"access":[43,53,226],"semantic":[45,58,102],"communication,":[46],"we":[47],"propose":[48],"learning-based":[51],"(DeepMA)":[54],"method":[55,178],"by":[56,76,126],"training":[57,152],"the":[62,91,96,108,151,156,159,172,198],"abilities":[63],"of":[64,84,137,158],"joint":[65],"source-channel":[66],"coding":[67],"(JSCC)":[68],"orthogonal":[70,101],"signal":[71],"modulation.":[72],"DeepMA":[73,78,92,109,138,161,200,215],"achieved":[75],"network":[79],"(DMANet),":[80],"which":[81],"comprised":[83],"several":[85],"independent":[86],"encoder-decoder":[87],"pairs":[88],"(EDPs),":[89],"encoders":[93],"encode":[95],"input":[97],"data":[98,118],"as":[99],"mutually":[100],"symbol":[103],"vectors":[104],"(SSVs)":[105],"such":[106],"decoders":[110],"detect":[112],"recover":[114],"their":[115],"own":[116],"target":[117],"from":[119,131],"received":[121],"mixed":[122],"SSV":[123,128],"(MSSV)":[124],"superposed":[125],"components":[129],"transmitted":[130],"different":[132],"encoders.":[133],"We":[134,154],"describe":[135],"frameworks":[136],"wireless":[140,163],"device-to-device":[141],"(D2D),":[142],"downlink,":[143],"uplink":[145],"channel":[146,207],"multiplexing":[147,208],"scenarios,":[148],"along":[149],"algorithm.":[153],"evaluate":[155],"performance":[157,170],"proposed":[160,199,214],"image":[164],"transmission":[165],"tasks":[166],"compare":[168],"its":[169],"attention":[173],"module-based":[174],"JSCC":[176],"(ADJSCC)":[177],"conventional":[180,224],"using":[183],"portable":[185],"graphics":[186],"(BPG)":[187],"Low-density":[189],"parity-check":[190],"code":[191],"(LDPC).":[192],"The":[193],"results":[194],"obtained":[195],"show":[196],"effective,":[203],"flexible,":[204],"privacy-preserving":[206],"process,":[209],"demonstrate":[211],"our":[213],"approach":[216],"yield":[218],"comparable":[219],"bandwidth":[220],"efficiency":[221],"schemes.":[227]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":32},{"year":2024,"cited_by_count":14},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}